{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 25-D Correlated Normal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, let's set up some environmental dependencies. These just make the numerics easier and adjust some of the plotting defaults to make things more legible."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Python 3 compatability\n",
    "from __future__ import division, print_function\n",
    "from six.moves import range\n",
    "\n",
    "# system functions that are always useful to have\n",
    "import time, sys, os\n",
    "\n",
    "# basic numeric setup\n",
    "import numpy as np\n",
    "from numpy import linalg\n",
    "\n",
    "# inline plotting\n",
    "%matplotlib inline\n",
    "\n",
    "# plotting\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "# seed the random number generator\n",
    "np.random.seed(21)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# re-defining plotting defaults\n",
    "from matplotlib import rcParams\n",
    "rcParams.update({'xtick.major.pad': '7.0'})\n",
    "rcParams.update({'xtick.major.size': '7.5'})\n",
    "rcParams.update({'xtick.major.width': '1.5'})\n",
    "rcParams.update({'xtick.minor.pad': '7.0'})\n",
    "rcParams.update({'xtick.minor.size': '3.5'})\n",
    "rcParams.update({'xtick.minor.width': '1.0'})\n",
    "rcParams.update({'ytick.major.pad': '7.0'})\n",
    "rcParams.update({'ytick.major.size': '7.5'})\n",
    "rcParams.update({'ytick.major.width': '1.5'})\n",
    "rcParams.update({'ytick.minor.pad': '7.0'})\n",
    "rcParams.update({'ytick.minor.size': '3.5'})\n",
    "rcParams.update({'ytick.minor.width': '1.0'})\n",
    "rcParams.update({'font.size': 30})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import dynesty"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`dynesty` supports three tiers of sampling techniques: uniform sampling for low dimensional problems, random walks for low-to-moderate dimensional problems, and slice sampling for high-dimensional problems (with or without the use of gradients). Here we will quickly demonstrate that slice sampling is able to cope with high-dimensional problems using a 25-D correlated multivariate normal distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-57.56461299227203\n"
     ]
    }
   ],
   "source": [
    "ndim = 25  # number of dimensions\n",
    "C = np.identity(ndim)  # set covariance to identity matrix\n",
    "C[C==0] = 0.4  # set off-diagonal terms (strongly correlated)\n",
    "Cinv = linalg.inv(C)  # precision matrix\n",
    "lnorm = -0.5 * (np.log(2 * np.pi) * ndim + np.log(linalg.det(C)))  # ln(normalization)\n",
    "\n",
    "# 3-D correlated multivariate normal log-likelihood\n",
    "def loglikelihood(x):\n",
    "    \"\"\"Multivariate normal log-likelihood.\"\"\"\n",
    "    return -0.5 * np.dot(x, np.dot(Cinv, x)) + lnorm\n",
    "\n",
    "# prior transform\n",
    "def prior_transform(u):\n",
    "    \"\"\"Transforms our unit cube samples `u` to a flat prior between -5. and 5. in each variable.\"\"\"\n",
    "    return 5. * (2. * u - 1.)\n",
    "\n",
    "# gradient of log-likelihood *with respect to u*\n",
    "def gradient(x):\n",
    "    \"\"\"Multivariate normal log-likelihood gradient.\"\"\"\n",
    "    dlnl_dv = -np.dot(Cinv, x)  # standard gradient\n",
    "    jac = np.diag(np.full_like(x, 10.))  # Jacobian\n",
    "    return np.dot(jac, dlnl_dv)  # transformed gradient\n",
    "\n",
    "# ln(evidence)\n",
    "lnz_truth = -ndim * np.log(10. * 0.999999426697)\n",
    "print(lnz_truth)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since we know this is a unimodal case, we'll initialize our sampler in the `'single'` bounding mode. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "iter: 20857 | +500 | bound: 203 | nc: 1 | ncall: 12125119 | eff(%):  0.176 | loglstar:   -inf < -20.270 <    inf | logz: -57.340 +/-  0.232 | dlogz:  0.000 >  0.010                                  "
     ]
    }
   ],
   "source": [
    "# multivariate slice sampling ('slice')\n",
    "sampler = dynesty.NestedSampler(loglikelihood, prior_transform, ndim, \n",
    "                                nlive=500, bound='single', \n",
    "                                sample='slice', slices=5)\n",
    "sampler.run_nested(dlogz=0.01)\n",
    "res = sampler.results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "iter: 20498 | +500 | bound: 95 | nc: 1 | ncall: 2400043 | eff(%):  0.875 | loglstar:   -inf < -20.757 <    inf | logz: -57.108 +/-  0.232 | dlogz:  0.000 >  0.010                                    "
     ]
    }
   ],
   "source": [
    "# random slice sampling ('rslice')\n",
    "sampler = dynesty.NestedSampler(loglikelihood, prior_transform, ndim,\n",
    "                                nlive=500, bound='single', \n",
    "                                sample='rslice', slices=25)\n",
    "sampler.run_nested(dlogz=0.01)\n",
    "res2 = sampler.results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "iter: 20810 | +500 | bound: 277 | nc: 1 | ncall: 17454355 | eff(%):  0.122 | loglstar:   -inf < -20.734 <    inf | logz: -57.709 +/-  0.234 | dlogz:  0.000 >  0.010                                  "
     ]
    }
   ],
   "source": [
    "# hamiltonian slice sampling ('hslice')\n",
    "sampler = dynesty.NestedSampler(loglikelihood, prior_transform, ndim,\n",
    "                                nlive=500, bound='single',\n",
    "                                sample='hslice', slices=5,\n",
    "                                gradient=gradient)\n",
    "sampler.run_nested(dlogz=0.01)\n",
    "res3 = sampler.results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's see how we do."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from dynesty import plotting as dyplot\n",
    "\n",
    "fig, axes = dyplot.runplot(res, color='navy', logplot=True,\n",
    "                           lnz_truth=lnz_truth, truth_color='black')\n",
    "fig, axes = dyplot.runplot(res2, color='darkorange', logplot=True, fig=(fig, axes))\n",
    "fig, axes = dyplot.runplot(res3, color='limegreen', logplot=True, fig=(fig, axes))\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean:\n",
      "slice: [ 0.00464139  0.01779515 -0.00059102  0.01545529  0.00196981 -0.01102295\n",
      "  0.0224263   0.00128731  0.0165881   0.01004745  0.02403447  0.02490094\n",
      "  0.02634624  0.0221378   0.01095415  0.01451562  0.00810768  0.0186859\n",
      "  0.01441112  0.0142988   0.00562206  0.01013293  0.03261655  0.01514425\n",
      " -0.00096744]\n",
      "rslice: [-0.01262438 -0.02215703 -0.02894398  0.00412    -0.01239199  0.00537269\n",
      " -0.00883646 -0.01124688 -0.00622417 -0.02345228 -0.01226172 -0.01741414\n",
      " -0.00340907 -0.02107367 -0.0440053  -0.00461723  0.00210266 -0.00553831\n",
      " -0.0342508  -0.04259448 -0.03088255  0.00615101 -0.00708561 -0.01839912\n",
      " -0.01779207]\n",
      "hslice: [-0.00770402 -0.02471443 -0.042487   -0.01095513 -0.03419283 -0.01587577\n",
      " -0.0073069  -0.01633131 -0.01914578 -0.02243197 -0.01922804 -0.03532052\n",
      " -0.0229837  -0.02118347 -0.00624797 -0.02247772 -0.02899336 -0.02943324\n",
      " -0.02318504 -0.02445557 -0.02455501 -0.00661906 -0.029969   -0.01755215\n",
      " -0.01973601]\n",
      "\n",
      "Variance:\n",
      "slice: [0.99505849 0.97200556 1.03652393 0.99880137 0.98862659 1.00075338\n",
      " 0.99494738 0.99976605 0.9965513  1.01882192 0.97857377 0.99662175\n",
      " 0.98167938 0.98594533 0.99283048 1.01748035 0.97116046 1.00298012\n",
      " 1.0111866  1.0202167  0.99495185 1.04121714 0.99569076 1.00889279\n",
      " 0.97541806]\n",
      "rslice: [0.99821846 1.02606283 0.99985712 0.99358811 1.00021096 0.98121015\n",
      " 0.99658629 0.99363295 1.00926491 0.99788756 0.98109713 0.93410622\n",
      " 1.02039019 1.01227682 0.97890678 1.03568037 1.01749501 0.98945627\n",
      " 0.99539522 0.98519908 0.97363697 0.99418089 0.99500449 0.92339752\n",
      " 0.9456492 ]\n",
      "hslice: [0.99093439 1.00783986 1.00908646 0.98642076 1.02137535 1.00685834\n",
      " 0.98783381 1.02676786 1.021385   1.00869302 0.96427675 0.96278338\n",
      " 0.98425856 1.00001262 1.00796364 1.01546776 1.01142401 1.01775994\n",
      " 0.99990323 1.00081825 1.00426292 1.00153755 0.99376306 0.99011333\n",
      " 0.98264584]\n"
     ]
    }
   ],
   "source": [
    "from dynesty import utils as dyfunc\n",
    "\n",
    "print('Mean:')\n",
    "print('slice:', dyfunc.mean_and_cov(res.samples, \n",
    "                                    np.exp(res.logwt-res.logz[-1]))[0])\n",
    "print('rslice:', dyfunc.mean_and_cov(res2.samples, \n",
    "                                     np.exp(res2.logwt-res2.logz[-1]))[0])\n",
    "print('hslice:', dyfunc.mean_and_cov(res3.samples, \n",
    "                                     np.exp(res3.logwt-res3.logz[-1]))[0])\n",
    "\n",
    "print('\\nVariance:')\n",
    "print('slice:', np.diagonal(dyfunc.mean_and_cov(res.samples, \n",
    "                                                np.exp(res.logwt-res.logz[-1]))[1]))\n",
    "print('rslice:', np.diagonal(dyfunc.mean_and_cov(res2.samples, \n",
    "                                                 np.exp(res2.logwt-res2.logz[-1]))[1]))\n",
    "print('hslice:', np.diagonal(dyfunc.mean_and_cov(res3.samples, \n",
    "                                                 np.exp(res3.logwt-res3.logz[-1]))[1]))"
   ]
  }
 ],
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